EDA Agent

About

The EDA Agent is an AI-powered tool designed to streamline exploratory data analysis of CSV files. Leveraging the reAct paradigm and a `gpt-4o-mini` LLM, it offers comprehensive capabilities to interact with your data. Users can ask questions about their datasets, visualize data through various plots, and even request modifications like data cleaning or column manipulation, making data exploration intuitive and efficient. It can be utilized either locally or by connecting to an MCP server, providing flexible deployment options.

Key Features

• Supports local execution or via an MCP server
• Utilizes LangChain's Python REPL for dynamic code execution
• Question-answering about dataset statistics and characteristics
• 1 GitHub stars
• Data modification and cleaning operations (e.g., adding/removing columns)
• Plotting capabilities for data visualization (e.g., column distributions)

Use Cases

• Rapidly exploring new or unfamiliar CSV datasets
• Automating initial data analysis and insight generation
• Performing data cleaning and transformation tasks through natural language commands